Radiology

Latest AI and machine learning research in radiology for healthcare professionals.

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Mask-Guided Convolutional Neural Network for Breast Tumor Prognostic Outcome Prediction on 3D DCE-MR Images.

In this proof-of-concept work, we have developed a 3D-CNN architecture that is guided by the tumor m...

Apr 2021 33885991
Prediction of COVID-19 with Computed Tomography Images using Hybrid Learning Techniques.

Reverse Transcription Polymerase Chain Reaction (RT-PCR) used for diagnosing COVID-19 has been found...

Apr 2021 33968281
Deep Learning Improves Speed and Accuracy of Prostate Gland Segmentations on Magnetic Resonance Imaging for Targeted Biopsy.

PURPOSE: Targeted biopsy improves prostate cancer diagnosis. Accurate prostate segmentation on magne...

Apr 2021 33878887
Multimodal super-resolved q-space deep learning.

Super-resolvedq-space deep learning (SR-q-DL) has been developed to estimate high-resolution (HR) ti...

Apr 2021 33971575
Convolutional Neural Network Ensemble Segmentation With Ratio-Based Sampling for the Arteries and Veins in Abdominal CT Scans.

OBJECTIVE: Three-dimensional (3D) blood vessel structure information is important for diagnosis and ...

Apr 2021 33275574
Cryo-balloon catheter localization in X-Ray fluoroscopy using U-net.

PURPOSE: Automatic identification of interventional devices in X-ray (XR) fluoroscopy offers the pot...

Apr 2021 33877525
Tumor classification in automated breast ultrasound (ABUS) based on a modified extracting feature network.

People can get consistent Automated Breast Ultrasound (ABUS) images due to the imaging mechanism of ...

Apr 2021 33915383
Role of Machine Learning and Artificial Intelligence in Interventional Oncology.

PURPOSE OF REVIEW: The purpose of this review is to highlight the current role of machine learning a...

Apr 2021 33880651
Charting a path forward for clinical research in artificial intelligence and gastroenterology.

Gastroenterology has been an early leader in bridging the gap between artificial intelligence (AI) m...

Apr 2021 33715244
Application of deep learning to establish a diagnostic model of breast lesions using two-dimensional grayscale ultrasound imaging.

PURPOSE: There are currently few specific artificial intelligence (AI) studies for Breast Imaging Re...

Apr 2021 33887507
Prospective assessment of breast cancer risk from multimodal multiview ultrasound images via clinically applicable deep learning.

The clinical application of breast ultrasound for the assessment of cancer risk and of deep learning...

Apr 2021 33875840
Intelligent Diagnosis of Thyroid Ultrasound Imaging Using an Ensemble of Deep Learning Methods.

: At present, thyroid disorders have a great incidence in the worldwide population, so the developme...

Apr 2021 33921597
Deep-learning-based image reconstruction in dynamic contrast-enhanced abdominal CT: image quality and lesion detection among reconstruction strength levels.

AIM: To evaluate the use of deep-learning-based image reconstruction (DLIR) algorithms in dynamic co...

Apr 2021 33879322
Radiologists in the loop: the roles of radiologists in the development of AI applications.

OBJECTIVES: To examine the various roles of radiologists in different steps of developing artificial...

Apr 2021 33860828
Interventional Radiology ex-machina: impact of Artificial Intelligence on practice.

Artificial intelligence (AI) is a branch of Informatics that uses algorithms to tirelessly process d...

Apr 2021 33861421
Development and placement accuracy evaluation of an MR conditional robot for prostate intervention.

Robot-assisted prostate intervention under magnetic resonance imaging (MRI) guidance is a promising ...

Apr 2021 33860444
Deep learning reconstruction of digital breast tomosynthesis images for accurate breast density and patient-specific radiation dose estimation.

The two-dimensional nature of mammography makes estimation of the overall breast density challenging...

Apr 2021 33910108
Whole-brain functional MRI registration based on a semi-supervised deep learning model.

PURPOSE: Traditional registration of functional magnetic resonance images (fMRI) is typically achiev...

Apr 2021 33583029
Protocol Optimization Considerations for Implementing Deep Learning CT Reconstruction.

Previous advances over filtered back projection (FBP) have incorporated model-based iterative recon...

Apr 2021 33852337
Latent Correlation Representation Learning for Brain Tumor Segmentation With Missing MRI Modalities.

Magnetic Resonance Imaging (MRI) is a widely used imaging technique to assess brain tumor. Accuratel...

Apr 2021 33830924
Artificial intelligence development in pediatric body magnetic resonance imaging: best ideas to adapt from adults.

Emerging manifestations of artificial intelligence (AI) have featured prominently in virtually all i...

Apr 2021 33851261
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